{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import math\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.model_selection import train_test_split,StratifiedKFold,KFold,KFold\n",
    "from sklearn.svm import SVR\n",
    "# from sklearn.model_selection import StratifiedKFold,KFold\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.model_selection import learning_curve,validation_curve\n",
    "from sklearn.model_selection import cross_val_predict\n",
    "from sklearn.metrics import mean_absolute_error,mean_squared_error,explained_variance_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('D://F.csv')\n",
    "Xdata = data.iloc[:,:4]\n",
    "ydata = data.iloc[:,4:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Train_data_std(train_data,test_data):\n",
    "    sc = StandardScaler()\n",
    "    sc.fit(train_data)\n",
    "    a = sc.transform(train_data)\n",
    "    b = sc.transform(test_data)\n",
    "    return a,b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py:625: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
      "  return self.partial_fit(X, y)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
      "  after removing the cwd from sys.path.\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:5: DataConversionWarning: Data with input dtype int64, float64 were all converted to float64 by StandardScaler.\n",
      "  \"\"\"\n"
     ]
    }
   ],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(Xdata,ydata,test_size=0.2,random_state=1)\n",
    "X_train_std,X_test_std = Train_data_std(X_train,X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "svr_rbf = SVR(kernel='rbf',gamma=2,C=2.5,epsilon=0.30)\n",
    "svr_rbf.fit(X_train_std,y_train)\n",
    "y_predict = svr_rbf.predict(X_test_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 定义平均绝对误差\n",
    "def explained_absoluate_mean_error(y_test,y_predict):\n",
    "    test_y = pd.DataFrame(np.array(y_test),columns=['y_test'])\n",
    "    pre_y = pd.DataFrame(y_predict,columns=['Pre_y'])\n",
    "    t_p_y = pd.concat([test_y,pre_y],axis=1)\n",
    "    mean_error = np.mean((abs(t_p_y['y_test']-t_p_y['Pre_y'])/t_p_y['y_test']))\n",
    "    print(mean_error)\n",
    "    return mean_error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9593952709576667"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explained_variance_score(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.08074605812144\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.08074605812144"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "explained_absoluate_mean_error(y_test,y_predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制预测值与真实值分布关系散点图\n",
    "df_predict = pd.DataFrame(y_predict,columns=['F_predict'])\n",
    "plt.scatter(y_test,y_predict)\n",
    "plt.plot([y_test.min(),y_test.max()],[y_test.min(),y_test.max()],'black',lw=2)\n",
    "plt.xlabel('F_true')\n",
    "plt.ylabel('F_predict')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_train_std,y_test_std = Train_data_std(y_train,y_test)\n",
    "df = (y_test_std - y_test_std.min()) / (y_test_std.max() - y_test_std.min())\n",
    "df_norm = pd.DataFrame(np.array(df),columns=['F_true'])\n",
    "df_norm1 = (df_predict - df_predict.min()) / (df_predict.max() - df_predict.min())\n",
    "df_data = pd.concat([df_norm,df_norm1],axis=1)\n",
    "ax = sns.scatterplot(data=df_data)\n",
    "ax = sns.scatterplot(data=df_data)\n",
    "plt.legend(loc='upper right')\n",
    "plt.savefig('E://scatter.jpg',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x18aaacce748>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc = StandardScaler()\n",
    "sc.fit(y_test)\n",
    "a = sc.transform(df_predict)\n",
    "b = sc.transform(y_test)\n",
    "sns.kdeplot(b.flatten(),bw=1)\n",
    "sns.kdeplot(a.flatten(),bw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘制归一化后预测值与真实值分布的极轴图\n",
    "theta = np.arange(0,2*np.pi,2*np.pi/len(y_predict),)  # 数据角度\n",
    "r = df_norm #数据极径\n",
    "r1 = df_norm1\n",
    "ax2 = plt.subplot(111,projection='polar')\n",
    "ax2.scatter(theta, r, c='b',cmap='hsv', alpha =0.75,label='F_true',marker='^')\n",
    "ax2.scatter(theta,r1,c='r',cmap='hsv',alpha=0.75,label='F_predict')\n",
    "ax2.legend(loc='upper right')\n",
    "ax2.set_yticklabels([])\n",
    "plt.legend()\n",
    "plt.savefig('E://scatter1.jpg',dpi=300)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No handles with labels found to put in legend.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on Legend in module matplotlib.legend object:\n",
      "\n",
      "class Legend(matplotlib.artist.Artist)\n",
      " |  Legend(parent, handles, labels, loc=None, numpoints=None, markerscale=None, markerfirst=True, scatterpoints=None, scatteryoffsets=None, prop=None, fontsize=None, borderpad=None, labelspacing=None, handlelength=None, handleheight=None, handletextpad=None, borderaxespad=None, columnspacing=None, ncol=1, mode=None, fancybox=None, shadow=None, title=None, framealpha=None, edgecolor=None, facecolor=None, bbox_to_anchor=None, bbox_transform=None, frameon=None, handler_map=None)\n",
      " |  \n",
      " |  Place a legend on the axes at location loc.\n",
      " |  \n",
      " |  Method resolution order:\n",
      " |      Legend\n",
      " |      matplotlib.artist.Artist\n",
      " |      builtins.object\n",
      " |  \n",
      " |  Methods defined here:\n",
      " |  \n",
      " |  __init__(self, parent, handles, labels, loc=None, numpoints=None, markerscale=None, markerfirst=True, scatterpoints=None, scatteryoffsets=None, prop=None, fontsize=None, borderpad=None, labelspacing=None, handlelength=None, handleheight=None, handletextpad=None, borderaxespad=None, columnspacing=None, ncol=1, mode=None, fancybox=None, shadow=None, title=None, framealpha=None, edgecolor=None, facecolor=None, bbox_to_anchor=None, bbox_transform=None, frameon=None, handler_map=None)\n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      parent : `~matplotlib.axes.Axes` or `.Figure`\n",
      " |          The artist that contains the legend.\n",
      " |      \n",
      " |      handles : sequence of `.Artist`\n",
      " |          A list of Artists (lines, patches) to be added to the legend.\n",
      " |      \n",
      " |      labels : sequence of strings\n",
      " |          A list of labels to show next to the artists. The length of handles\n",
      " |          and labels should be the same. If they are not, they are truncated\n",
      " |          to the smaller of both lengths.\n",
      " |      \n",
      " |      Other Parameters\n",
      " |      ----------------\n",
      " |      \n",
      " |      loc : int or string or pair of floats, default: 'upper right'\n",
      " |          The location of the legend. Possible codes are:\n",
      " |      \n",
      " |              ===============   =============\n",
      " |              Location String   Location Code\n",
      " |              ===============   =============\n",
      " |              'best'            0\n",
      " |              'upper right'     1\n",
      " |              'upper left'      2\n",
      " |              'lower left'      3\n",
      " |              'lower right'     4\n",
      " |              'right'           5\n",
      " |              'center left'     6\n",
      " |              'center right'    7\n",
      " |              'lower center'    8\n",
      " |              'upper center'    9\n",
      " |              'center'          10\n",
      " |              ===============   =============\n",
      " |      \n",
      " |      \n",
      " |          Alternatively can be a 2-tuple giving ``x, y`` of the lower-left\n",
      " |          corner of the legend in axes coordinates (in which case\n",
      " |          ``bbox_to_anchor`` will be ignored).\n",
      " |      \n",
      " |      bbox_to_anchor : `.BboxBase` or pair of floats\n",
      " |          Specify any arbitrary location for the legend in `bbox_transform`\n",
      " |          coordinates (default Axes coordinates).\n",
      " |      \n",
      " |          For example, to put the legend's upper right hand corner in the\n",
      " |          center of the axes the following keywords can be used::\n",
      " |      \n",
      " |             loc='upper right', bbox_to_anchor=(0.5, 0.5)\n",
      " |      \n",
      " |      ncol : integer\n",
      " |          The number of columns that the legend has. Default is 1.\n",
      " |      \n",
      " |      prop : None or :class:`matplotlib.font_manager.FontProperties` or dict\n",
      " |          The font properties of the legend. If None (default), the current\n",
      " |          :data:`matplotlib.rcParams` will be used.\n",
      " |      \n",
      " |      fontsize : int or float or {'xx-small', 'x-small', 'small', 'medium', 'large', 'x-large', 'xx-large'}\n",
      " |          Controls the font size of the legend. If the value is numeric the\n",
      " |          size will be the absolute font size in points. String values are\n",
      " |          relative to the current default font size. This argument is only\n",
      " |          used if `prop` is not specified.\n",
      " |      \n",
      " |      numpoints : None or int\n",
      " |          The number of marker points in the legend when creating a legend\n",
      " |          entry for a `.Line2D` (line).\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.numpoints`.\n",
      " |      \n",
      " |      scatterpoints : None or int\n",
      " |          The number of marker points in the legend when creating\n",
      " |          a legend entry for a `.PathCollection` (scatter plot).\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.scatterpoints`.\n",
      " |      \n",
      " |      scatteryoffsets : iterable of floats\n",
      " |          The vertical offset (relative to the font size) for the markers\n",
      " |          created for a scatter plot legend entry. 0.0 is at the base the\n",
      " |          legend text, and 1.0 is at the top. To draw all markers at the\n",
      " |          same height, set to ``[0.5]``. Default is ``[0.375, 0.5, 0.3125]``.\n",
      " |      \n",
      " |      markerscale : None or int or float\n",
      " |          The relative size of legend markers compared with the originally\n",
      " |          drawn ones.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.markerscale`.\n",
      " |      \n",
      " |      markerfirst : bool\n",
      " |          If *True*, legend marker is placed to the left of the legend label.\n",
      " |          If *False*, legend marker is placed to the right of the legend\n",
      " |          label.\n",
      " |          Default is *True*.\n",
      " |      \n",
      " |      frameon : None or bool\n",
      " |          Control whether the legend should be drawn on a patch\n",
      " |          (frame).\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.frameon`.\n",
      " |      \n",
      " |      fancybox : None or bool\n",
      " |          Control whether round edges should be enabled around the\n",
      " |          :class:`~matplotlib.patches.FancyBboxPatch` which makes up the\n",
      " |          legend's background.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.fancybox`.\n",
      " |      \n",
      " |      shadow : None or bool\n",
      " |          Control whether to draw a shadow behind the legend.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.shadow`.\n",
      " |      \n",
      " |      framealpha : None or float\n",
      " |          Control the alpha transparency of the legend's background.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.framealpha`.  If shadow is activated and\n",
      " |          *framealpha* is ``None``, the default value is ignored.\n",
      " |      \n",
      " |      facecolor : None or \"inherit\" or a color spec\n",
      " |          Control the legend's background color.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.facecolor`.  If ``\"inherit\"``, it will take\n",
      " |          :rc:`axes.facecolor`.\n",
      " |      \n",
      " |      edgecolor : None or \"inherit\" or a color spec\n",
      " |          Control the legend's background patch edge color.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.edgecolor` If ``\"inherit\"``, it will take\n",
      " |          :rc:`axes.edgecolor`.\n",
      " |      \n",
      " |      mode : {\"expand\", None}\n",
      " |          If `mode` is set to ``\"expand\"`` the legend will be horizontally\n",
      " |          expanded to fill the axes area (or `bbox_to_anchor` if defines\n",
      " |          the legend's size).\n",
      " |      \n",
      " |      bbox_transform : None or :class:`matplotlib.transforms.Transform`\n",
      " |          The transform for the bounding box (`bbox_to_anchor`). For a value\n",
      " |          of ``None`` (default) the Axes'\n",
      " |          :data:`~matplotlib.axes.Axes.transAxes` transform will be used.\n",
      " |      \n",
      " |      title : str or None\n",
      " |          The legend's title. Default is no title (``None``).\n",
      " |      \n",
      " |      borderpad : float or None\n",
      " |          The fractional whitespace inside the legend border.\n",
      " |          Measured in font-size units.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.borderpad`.\n",
      " |      \n",
      " |      labelspacing : float or None\n",
      " |          The vertical space between the legend entries.\n",
      " |          Measured in font-size units.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.labelspacing`.\n",
      " |      \n",
      " |      handlelength : float or None\n",
      " |          The length of the legend handles.\n",
      " |          Measured in font-size units.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.handlelength`.\n",
      " |      \n",
      " |      handletextpad : float or None\n",
      " |          The pad between the legend handle and text.\n",
      " |          Measured in font-size units.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.handletextpad`.\n",
      " |      \n",
      " |      borderaxespad : float or None\n",
      " |          The pad between the axes and legend border.\n",
      " |          Measured in font-size units.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.borderaxespad`.\n",
      " |      \n",
      " |      columnspacing : float or None\n",
      " |          The spacing between columns.\n",
      " |          Measured in font-size units.\n",
      " |          Default is ``None``, which will take the value from\n",
      " |          :rc:`legend.columnspacing`.\n",
      " |      \n",
      " |      handler_map : dict or None\n",
      " |          The custom dictionary mapping instances or types to a legend\n",
      " |          handler. This `handler_map` updates the default handler map\n",
      " |          found at :func:`matplotlib.legend.Legend.get_legend_handler_map`.\n",
      " |      \n",
      " |      Notes\n",
      " |      -----\n",
      " |      \n",
      " |      Users can specify any arbitrary location for the legend using the\n",
      " |      *bbox_to_anchor* keyword argument. bbox_to_anchor can be an instance\n",
      " |      of BboxBase(or its derivatives) or a tuple of 2 or 4 floats.\n",
      " |      See :meth:`set_bbox_to_anchor` for more detail.\n",
      " |      \n",
      " |      The legend location can be specified by setting *loc* with a tuple of\n",
      " |      2 floats, which is interpreted as the lower-left corner of the legend\n",
      " |      in the normalized axes coordinate.\n",
      " |  \n",
      " |  __str__(self)\n",
      " |      Return str(self).\n",
      " |  \n",
      " |  contains(self, event)\n",
      " |      Test whether the artist contains the mouse event.\n",
      " |      \n",
      " |      Returns the truth value and a dictionary of artist specific details of\n",
      " |      selection, such as which points are contained in the pick radius.  See\n",
      " |      individual artists for details.\n",
      " |  \n",
      " |  draggable(self, state=None, use_blit=False, update='loc')\n",
      " |      Set the draggable state -- if state is\n",
      " |      \n",
      " |        * None : toggle the current state\n",
      " |      \n",
      " |        * True : turn draggable on\n",
      " |      \n",
      " |        * False : turn draggable off\n",
      " |      \n",
      " |      If draggable is on, you can drag the legend on the canvas with\n",
      " |      the mouse. The `.DraggableLegend` helper instance is returned if\n",
      " |      draggable is on.\n",
      " |      \n",
      " |      The update parameter control which parameter of the legend changes\n",
      " |      when dragged. If update is \"loc\", the *loc* parameter of the legend\n",
      " |      is changed. If \"bbox\", the *bbox_to_anchor* parameter is changed.\n",
      " |  \n",
      " |  draw(self, renderer)\n",
      " |      Draw everything that belongs to the legend.\n",
      " |  \n",
      " |  draw_frame(self, b)\n",
      " |      Set draw frame to b.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      b : bool\n",
      " |  \n",
      " |  get_bbox_to_anchor(self)\n",
      " |      Return the bbox that the legend will be anchored to.\n",
      " |  \n",
      " |  get_children(self)\n",
      " |      Return a list of child artists.\n",
      " |  \n",
      " |  get_frame(self)\n",
      " |      Return the `~.patches.Rectangle` instances used to frame the legend.\n",
      " |  \n",
      " |  get_frame_on(self)\n",
      " |      Get whether the legend box patch is drawn.\n",
      " |  \n",
      " |  get_legend_handler_map(self)\n",
      " |      Return the handler map.\n",
      " |  \n",
      " |  get_lines(self)\n",
      " |      Return a list of `~.lines.Line2D` instances in the legend.\n",
      " |  \n",
      " |  get_patches(self)\n",
      " |      Return a list of `~.patches.Patch` instances in the legend.\n",
      " |  \n",
      " |  get_texts(self)\n",
      " |      Return a list of `~.text.Text` instances in the legend.\n",
      " |  \n",
      " |  get_title(self)\n",
      " |      Return the `.Text` instance for the legend title.\n",
      " |  \n",
      " |  get_window_extent(self, *args, **kwargs)\n",
      " |      Return extent of the legend.\n",
      " |  \n",
      " |  set_bbox_to_anchor(self, bbox, transform=None)\n",
      " |      Set the bbox that the legend will be anchored to.\n",
      " |      \n",
      " |      *bbox* can be\n",
      " |      \n",
      " |      - A `.BboxBase` instance\n",
      " |      - A tuple of ``(left, bottom, width, height)`` in the given transform\n",
      " |        (normalized axes coordinate if None)\n",
      " |      - A tuple of ``(left, bottom)`` where the width and height will be\n",
      " |        assumed to be zero.\n",
      " |  \n",
      " |  set_frame_on(self, b)\n",
      " |      Set whether the legend box patch is drawn.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      b : bool\n",
      " |          .. ACCEPTS: bool\n",
      " |  \n",
      " |  set_title(self, title, prop=None)\n",
      " |      Set the legend title. Fontproperties can be optionally set\n",
      " |      with *prop* parameter.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Class methods defined here:\n",
      " |  \n",
      " |  get_default_handler_map() from builtins.type\n",
      " |      A class method that returns the default handler map.\n",
      " |  \n",
      " |  set_default_handler_map(handler_map) from builtins.type\n",
      " |      A class method to set the default handler map.\n",
      " |  \n",
      " |  update_default_handler_map(handler_map) from builtins.type\n",
      " |      A class method to update the default handler map.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Static methods defined here:\n",
      " |  \n",
      " |  get_legend_handler(legend_handler_map, orig_handle)\n",
      " |      Return a legend handler from *legend_handler_map* that\n",
      " |      corresponds to *orig_handler*.\n",
      " |      \n",
      " |      *legend_handler_map* should be a dictionary object (that is\n",
      " |      returned by the get_legend_handler_map method).\n",
      " |      \n",
      " |      It first checks if the *orig_handle* itself is a key in the\n",
      " |      *legend_hanler_map* and return the associated value.\n",
      " |      Otherwise, it checks for each of the classes in its\n",
      " |      method-resolution-order. If no matching key is found, it\n",
      " |      returns ``None``.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data and other attributes defined here:\n",
      " |  \n",
      " |  codes = {'best': 0, 'center': 10, 'center left': 6, 'center right': 7,...\n",
      " |  \n",
      " |  zorder = 5\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Methods inherited from matplotlib.artist.Artist:\n",
      " |  \n",
      " |  __getstate__(self)\n",
      " |  \n",
      " |  add_callback(self, func)\n",
      " |      Adds a callback function that will be called whenever one of\n",
      " |      the :class:`Artist`'s properties changes.\n",
      " |      \n",
      " |      Returns an *id* that is useful for removing the callback with\n",
      " |      :meth:`remove_callback` later.\n",
      " |  \n",
      " |  convert_xunits(self, x)\n",
      " |      For artists in an axes, if the xaxis has units support,\n",
      " |      convert *x* using xaxis unit type\n",
      " |  \n",
      " |  convert_yunits(self, y)\n",
      " |      For artists in an axes, if the yaxis has units support,\n",
      " |      convert *y* using yaxis unit type\n",
      " |  \n",
      " |  findobj(self, match=None, include_self=True)\n",
      " |      Find artist objects.\n",
      " |      \n",
      " |      Recursively find all :class:`~matplotlib.artist.Artist` instances\n",
      " |      contained in self.\n",
      " |      \n",
      " |      *match* can be\n",
      " |      \n",
      " |        - None: return all objects contained in artist.\n",
      " |      \n",
      " |        - function with signature ``boolean = match(artist)``\n",
      " |          used to filter matches\n",
      " |      \n",
      " |        - class instance: e.g., Line2D.  Only return artists of class type.\n",
      " |      \n",
      " |      If *include_self* is True (default), include self in the list to be\n",
      " |      checked for a match.\n",
      " |  \n",
      " |  format_cursor_data(self, data)\n",
      " |      Return *cursor data* string formatted.\n",
      " |  \n",
      " |  get_agg_filter(self)\n",
      " |      Return filter function to be used for agg filter.\n",
      " |  \n",
      " |  get_alpha(self)\n",
      " |      Return the alpha value used for blending - not supported on all\n",
      " |      backends\n",
      " |  \n",
      " |  get_animated(self)\n",
      " |      Return the artist's animated state\n",
      " |  \n",
      " |  get_clip_box(self)\n",
      " |      Return artist clipbox\n",
      " |  \n",
      " |  get_clip_on(self)\n",
      " |      Return whether artist uses clipping\n",
      " |  \n",
      " |  get_clip_path(self)\n",
      " |      Return artist clip path\n",
      " |  \n",
      " |  get_contains(self)\n",
      " |      Return the _contains test used by the artist, or *None* for default.\n",
      " |  \n",
      " |  get_cursor_data(self, event)\n",
      " |      Get the cursor data for a given event.\n",
      " |  \n",
      " |  get_figure(self)\n",
      " |      Return the `.Figure` instance the artist belongs to.\n",
      " |  \n",
      " |  get_gid(self)\n",
      " |      Returns the group id.\n",
      " |  \n",
      " |  get_label(self)\n",
      " |      Get the label used for this artist in the legend.\n",
      " |  \n",
      " |  get_path_effects(self)\n",
      " |  \n",
      " |  get_picker(self)\n",
      " |      Return the picker object used by this artist.\n",
      " |  \n",
      " |  get_rasterized(self)\n",
      " |      Return whether the artist is to be rasterized.\n",
      " |  \n",
      " |  get_sketch_params(self)\n",
      " |      Returns the sketch parameters for the artist.\n",
      " |      \n",
      " |      Returns\n",
      " |      -------\n",
      " |      sketch_params : tuple or `None`\n",
      " |      \n",
      " |      A 3-tuple with the following elements:\n",
      " |      \n",
      " |        * `scale`: The amplitude of the wiggle perpendicular to the\n",
      " |          source line.\n",
      " |      \n",
      " |        * `length`: The length of the wiggle along the line.\n",
      " |      \n",
      " |        * `randomness`: The scale factor by which the length is\n",
      " |          shrunken or expanded.\n",
      " |      \n",
      " |      May return `None` if no sketch parameters were set.\n",
      " |  \n",
      " |  get_snap(self)\n",
      " |      Returns the snap setting which may be:\n",
      " |      \n",
      " |        * True: snap vertices to the nearest pixel center\n",
      " |      \n",
      " |        * False: leave vertices as-is\n",
      " |      \n",
      " |        * None: (auto) If the path contains only rectilinear line\n",
      " |          segments, round to the nearest pixel center\n",
      " |      \n",
      " |      Only supported by the Agg and MacOSX backends.\n",
      " |  \n",
      " |  get_transform(self)\n",
      " |      Return the :class:`~matplotlib.transforms.Transform`\n",
      " |      instance used by this artist.\n",
      " |  \n",
      " |  get_transformed_clip_path_and_affine(self)\n",
      " |      Return the clip path with the non-affine part of its\n",
      " |      transformation applied, and the remaining affine part of its\n",
      " |      transformation.\n",
      " |  \n",
      " |  get_url(self)\n",
      " |      Returns the url.\n",
      " |  \n",
      " |  get_visible(self)\n",
      " |      Return the artist's visiblity\n",
      " |  \n",
      " |  get_zorder(self)\n",
      " |      Return the artist's zorder.\n",
      " |  \n",
      " |  have_units(self)\n",
      " |      Return *True* if units are set on the *x* or *y* axes\n",
      " |  \n",
      " |  hitlist(self, event)\n",
      " |      .. deprecated:: 2.2\n",
      " |          The hitlist function was deprecated in version 2.2.\n",
      " |      \n",
      " |      List the children of the artist which contain the mouse event *event*.\n",
      " |  \n",
      " |  is_figure_set(self)\n",
      " |      .. deprecated:: 2.2\n",
      " |          artist.figure is not None\n",
      " |      \n",
      " |      Returns whether the artist is assigned to a `.Figure`.\n",
      " |  \n",
      " |  is_transform_set(self)\n",
      " |      Returns *True* if :class:`Artist` has a transform explicitly\n",
      " |      set.\n",
      " |  \n",
      " |  pchanged(self)\n",
      " |      Fire an event when property changed, calling all of the\n",
      " |      registered callbacks.\n",
      " |  \n",
      " |  pick(self, mouseevent)\n",
      " |      Process pick event\n",
      " |      \n",
      " |      each child artist will fire a pick event if *mouseevent* is over\n",
      " |      the artist and the artist has picker set\n",
      " |  \n",
      " |  pickable(self)\n",
      " |      Return *True* if :class:`Artist` is pickable.\n",
      " |  \n",
      " |  properties(self)\n",
      " |      return a dictionary mapping property name -> value for all Artist props\n",
      " |  \n",
      " |  remove(self)\n",
      " |      Remove the artist from the figure if possible.  The effect\n",
      " |      will not be visible until the figure is redrawn, e.g., with\n",
      " |      :meth:`matplotlib.axes.Axes.draw_idle`.  Call\n",
      " |      :meth:`matplotlib.axes.Axes.relim` to update the axes limits\n",
      " |      if desired.\n",
      " |      \n",
      " |      Note: :meth:`~matplotlib.axes.Axes.relim` will not see\n",
      " |      collections even if the collection was added to axes with\n",
      " |      *autolim* = True.\n",
      " |      \n",
      " |      Note: there is no support for removing the artist's legend entry.\n",
      " |  \n",
      " |  remove_callback(self, oid)\n",
      " |      Remove a callback based on its *id*.\n",
      " |      \n",
      " |      .. seealso::\n",
      " |      \n",
      " |          :meth:`add_callback`\n",
      " |             For adding callbacks\n",
      " |  \n",
      " |  set(self, **kwargs)\n",
      " |      A property batch setter. Pass *kwargs* to set properties.\n",
      " |  \n",
      " |  set_agg_filter(self, filter_func)\n",
      " |      Set the agg filter.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      filter_func : callable\n",
      " |          A filter function, which takes a (m, n, 3) float array and a dpi\n",
      " |          value, and returns a (m, n, 3) array.\n",
      " |      \n",
      " |          .. ACCEPTS: a filter function, which takes a (m, n, 3) float array\n",
      " |              and a dpi value, and returns a (m, n, 3) array\n",
      " |  \n",
      " |  set_alpha(self, alpha)\n",
      " |      Set the alpha value used for blending - not supported on\n",
      " |      all backends.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      alpha : float\n",
      " |          .. ACCEPTS: float (0.0 transparent through 1.0 opaque)\n",
      " |  \n",
      " |  set_animated(self, b)\n",
      " |      Set the artist's animation state.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      b : bool\n",
      " |          .. ACCEPTS: bool\n",
      " |  \n",
      " |  set_clip_box(self, clipbox)\n",
      " |      Set the artist's clip `.Bbox`.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      clipbox : `.Bbox`\n",
      " |          .. ACCEPTS: a `.Bbox` instance\n",
      " |  \n",
      " |  set_clip_on(self, b)\n",
      " |      Set whether artist uses clipping.\n",
      " |      \n",
      " |      When False artists will be visible out side of the axes which\n",
      " |      can lead to unexpected results.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      b : bool\n",
      " |          .. ACCEPTS: bool\n",
      " |  \n",
      " |  set_clip_path(self, path, transform=None)\n",
      " |      Set the artist's clip path, which may be:\n",
      " |      \n",
      " |      - a :class:`~matplotlib.patches.Patch` (or subclass) instance; or\n",
      " |      - a :class:`~matplotlib.path.Path` instance, in which case a\n",
      " |        :class:`~matplotlib.transforms.Transform` instance, which will be\n",
      " |        applied to the path before using it for clipping, must be provided;\n",
      " |        or\n",
      " |      - ``None``, to remove a previously set clipping path.\n",
      " |      \n",
      " |      For efficiency, if the path happens to be an axis-aligned rectangle,\n",
      " |      this method will set the clipping box to the corresponding rectangle\n",
      " |      and set the clipping path to ``None``.\n",
      " |      \n",
      " |      ACCEPTS: [(`~matplotlib.path.Path`, `.Transform`) | `.Patch` | None]\n",
      " |  \n",
      " |  set_contains(self, picker)\n",
      " |      Replace the contains test used by this artist. The new picker\n",
      " |      should be a callable function which determines whether the\n",
      " |      artist is hit by the mouse event::\n",
      " |      \n",
      " |          hit, props = picker(artist, mouseevent)\n",
      " |      \n",
      " |      If the mouse event is over the artist, return *hit* = *True*\n",
      " |      and *props* is a dictionary of properties you want returned\n",
      " |      with the contains test.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      picker : callable\n",
      " |          .. ACCEPTS: a callable function\n",
      " |  \n",
      " |  set_figure(self, fig)\n",
      " |      Set the `.Figure` instance the artist belongs to.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      fig : `.Figure`\n",
      " |          .. ACCEPTS: a `.Figure` instance\n",
      " |  \n",
      " |  set_gid(self, gid)\n",
      " |      Sets the (group) id for the artist.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      gid : str\n",
      " |          .. ACCEPTS: an id string\n",
      " |  \n",
      " |  set_label(self, s)\n",
      " |      Set the label to *s* for auto legend.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      s : object\n",
      " |          *s* will be converted to a string by calling `str` (`unicode` on\n",
      " |          Py2).\n",
      " |      \n",
      " |          .. ACCEPTS: object\n",
      " |  \n",
      " |  set_path_effects(self, path_effects)\n",
      " |      Set the path effects.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      path_effects : `.AbstractPathEffect`\n",
      " |          .. ACCEPTS: `.AbstractPathEffect`\n",
      " |  \n",
      " |  set_picker(self, picker)\n",
      " |      Set the epsilon for picking used by this artist\n",
      " |      \n",
      " |      *picker* can be one of the following:\n",
      " |      \n",
      " |        * *None*: picking is disabled for this artist (default)\n",
      " |      \n",
      " |        * A boolean: if *True* then picking will be enabled and the\n",
      " |          artist will fire a pick event if the mouse event is over\n",
      " |          the artist\n",
      " |      \n",
      " |        * A float: if picker is a number it is interpreted as an\n",
      " |          epsilon tolerance in points and the artist will fire\n",
      " |          off an event if it's data is within epsilon of the mouse\n",
      " |          event.  For some artists like lines and patch collections,\n",
      " |          the artist may provide additional data to the pick event\n",
      " |          that is generated, e.g., the indices of the data within\n",
      " |          epsilon of the pick event\n",
      " |      \n",
      " |        * A function: if picker is callable, it is a user supplied\n",
      " |          function which determines whether the artist is hit by the\n",
      " |          mouse event::\n",
      " |      \n",
      " |            hit, props = picker(artist, mouseevent)\n",
      " |      \n",
      " |          to determine the hit test.  if the mouse event is over the\n",
      " |          artist, return *hit=True* and props is a dictionary of\n",
      " |          properties you want added to the PickEvent attributes.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      picker : None or bool or float or callable\n",
      " |          .. ACCEPTS: [None | bool | float | callable]\n",
      " |  \n",
      " |  set_rasterized(self, rasterized)\n",
      " |      Force rasterized (bitmap) drawing in vector backend output.\n",
      " |      \n",
      " |      Defaults to None, which implies the backend's default behavior.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      rasterized : bool or None\n",
      " |          .. ACCEPTS: bool or None\n",
      " |  \n",
      " |  set_sketch_params(self, scale=None, length=None, randomness=None)\n",
      " |      Sets the sketch parameters.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      \n",
      " |      scale : float, optional\n",
      " |          The amplitude of the wiggle perpendicular to the source\n",
      " |          line, in pixels.  If scale is `None`, or not provided, no\n",
      " |          sketch filter will be provided.\n",
      " |      \n",
      " |      length : float, optional\n",
      " |           The length of the wiggle along the line, in pixels\n",
      " |           (default 128.0)\n",
      " |      \n",
      " |      randomness : float, optional\n",
      " |          The scale factor by which the length is shrunken or\n",
      " |          expanded (default 16.0)\n",
      " |      \n",
      " |          .. ACCEPTS: (scale: float, length: float, randomness: float)\n",
      " |  \n",
      " |  set_snap(self, snap)\n",
      " |      Sets the snap setting which may be:\n",
      " |      \n",
      " |        * True: snap vertices to the nearest pixel center\n",
      " |      \n",
      " |        * False: leave vertices as-is\n",
      " |      \n",
      " |        * None: (auto) If the path contains only rectilinear line\n",
      " |          segments, round to the nearest pixel center\n",
      " |      \n",
      " |      Only supported by the Agg and MacOSX backends.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      snap : bool or None\n",
      " |          .. ACCEPTS: bool or None\n",
      " |  \n",
      " |  set_transform(self, t)\n",
      " |      Set the artist transform.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      t : `.Transform`\n",
      " |          .. ACCEPTS: `.Transform`\n",
      " |  \n",
      " |  set_url(self, url)\n",
      " |      Sets the url for the artist.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      url : str\n",
      " |          .. ACCEPTS: a url string\n",
      " |  \n",
      " |  set_visible(self, b)\n",
      " |      Set the artist's visibility.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      b : bool\n",
      " |          .. ACCEPTS: bool\n",
      " |  \n",
      " |  set_zorder(self, level)\n",
      " |      Set the zorder for the artist.  Artists with lower zorder\n",
      " |      values are drawn first.\n",
      " |      \n",
      " |      Parameters\n",
      " |      ----------\n",
      " |      level : float\n",
      " |          .. ACCEPTS: float\n",
      " |  \n",
      " |  update(self, props)\n",
      " |      Update this artist's properties from the dictionary *prop*.\n",
      " |  \n",
      " |  update_from(self, other)\n",
      " |      Copy properties from *other* to *self*.\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data descriptors inherited from matplotlib.artist.Artist:\n",
      " |  \n",
      " |  __dict__\n",
      " |      dictionary for instance variables (if defined)\n",
      " |  \n",
      " |  __weakref__\n",
      " |      list of weak references to the object (if defined)\n",
      " |  \n",
      " |  axes\n",
      " |      The :class:`~matplotlib.axes.Axes` instance the artist\n",
      " |      resides in, or *None*.\n",
      " |  \n",
      " |  mouseover\n",
      " |  \n",
      " |  stale\n",
      " |      If the artist is 'stale' and needs to be re-drawn for the output to\n",
      " |      match the internal state of the artist.\n",
      " |  \n",
      " |  sticky_edges\n",
      " |      `x` and `y` sticky edge lists.\n",
      " |      \n",
      " |      When performing autoscaling, if a data limit coincides with a value in\n",
      " |      the corresponding sticky_edges list, then no margin will be added--the\n",
      " |      view limit \"sticks\" to the edge. A typical usecase is histograms,\n",
      " |      where one usually expects no margin on the bottom edge (0) of the\n",
      " |      histogram.\n",
      " |      \n",
      " |      This attribute cannot be assigned to; however, the `x` and `y` lists\n",
      " |      can be modified in place as needed.\n",
      " |      \n",
      " |      Examples\n",
      " |      --------\n",
      " |      \n",
      " |      >>> artist.sticky_edges.x[:] = (xmin, xmax)\n",
      " |      >>> artist.sticky_edges.y[:] = (ymin, ymax)\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data and other attributes inherited from matplotlib.artist.Artist:\n",
      " |  \n",
      " |  aname = 'Artist'\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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sQz4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "help(plt.legend())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n",
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:761: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  y = column_or_1d(y, warn=True)\n"
     ]
    }
   ],
   "source": [
    "kf = KFold(n_splits=10,random_state=1)\n",
    "kf.get_n_splits(len(y_train_std))\n",
    "scores_mean=[]\n",
    "scores_upper_error=[]\n",
    "scores_lower_error=[]\n",
    "for i in np.linspace(0.01,2,200):\n",
    "      clf1 = SVR(kernel='rbf',gamma=i, C=1, epsilon=0.2)\n",
    "      scores=[]\n",
    "      for train_index, test_index in kf.split(y_train_std):\n",
    "                X_train, X_test = X_train_std[train_index], X_train_std[test_index]\n",
    "                y_train, y_test = y_train_std[train_index], y_train_std[test_index]\n",
    "                clf1.fit(X_train,y_train)\n",
    "                y_predict = clf1.predict(X_test)\n",
    "                score = explained_variance_score(y_test,y_predict)\n",
    "                scores.append(score)\n",
    "      score_mean=np.mean(scores)\n",
    "      scores_mean.append(score_mean)   \n",
    "      score_upper_error = score_mean+np.array(scores).std()/np.sqrt(i)\n",
    "      score_lower_error = score_mean-np.array(scores).std()/np.sqrt(i)\n",
    "      scores_upper_error.append(score_upper_error)\n",
    "      scores_lower_error.append(score_lower_error)\n",
    "plt.grid()\n",
    "plt.plot(np.linspace(0.01,5,200),scores_mean,marker='o',markersize=5,label = 'scores')\n",
    "plt.plot(np.linspace(0.01,5,200),scores_upper_error,'b--',label='error band')\n",
    "plt.plot(np.linspace(0.01,5,200),scores_lower_error,'b--')\n",
    "plt.fill_between(np.linspace(0.01,5,200),scores_upper_error,scores_lower_error,alpha=0.2)\n",
    "plt.legend()\n",
    "plt.savefig('E://KFold.jpg',dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_learning_curve(estimator, title, X, y, ylim=None, cv=None, n_jobs=None,train_sizes=np.linspace(.1, 1.0, 5)):\n",
    "         train_sizes,train_scores,test_scores = learning_curve(estimator,X,y,cv=cv,n_jobs=n_jobs,train_sizes=train_sizes)\n",
    "         train_mean = np.mean(train_scores,axis=1)\n",
    "         train_std = np.std(train_scores,axis=1)\n",
    "         test_mean = np.mean(test_scores,axis=1)\n",
    "         test_std = np.std(test_scores,axis=1)\n",
    "         plt.title(title)\n",
    "         plt.plot(train_sizes,train_mean,color='blue',marker='o',markersize=5,label='training accuracy')\n",
    "         plt.fill_between(train_sizes,train_mean+train_std,train_mean-train_std,alpha=0.15,color='red')\n",
    "         plt.plot(train_sizes,test_mean,color='green',linestyle='--',marker='s',markersize=5,label='validation accuracy')\n",
    "         plt.fill_between(train_sizes,test_mean+test_std,test_mean-test_std,alpha=0.15,color='green')\n",
    "         plt.grid()\n",
    "         plt.xlabel('number of training samples')\n",
    "         plt.ylabel('Accuracy')\n",
    "         plt.legend(loc='lower right')\n",
    "         if ylim is not None:\n",
    "                 plt.ylim(*ylim)\n",
    "         else:\n",
    "                 plt.ylim([0,1])\n",
    "         plt.savefig('E://SVR_learning_curve.jpg',dpi=300)\n",
    "         plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "title = \"Learning Curves (SVR('rbf'))\"\n",
    "plot_learning_curve(svr_rbf, title, X_train, y_train, ylim=[0,1.2], cv=10, n_jobs=-1,train_sizes=np.linspace(0.1,1,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_validation_curve(estimator,title,X,y,param_name,param_range,cv=None,n_jobs=None):\n",
    "      train_scores,test_scores=validation_curve(estimator,X,y,param_name=param_name,param_range=param_range,\n",
    "                                                  cv=cv,n_jobs=n_jobs)\n",
    "      train_mean = np.mean(train_scores,axis=1)\n",
    "      train_std = np.std(train_scores,axis=1)\n",
    "      test_mean = np.mean(test_scores,axis=1)\n",
    "      test_std = np.std(test_scores,axis=1)\n",
    "      plt.title(title)\n",
    "      plt.plot(param_range,train_mean,color='blue',marker='o',markersize=5,label='training accuracy')\n",
    "      plt.fill_between(param_range,train_mean+train_std,train_mean-train_std,alpha=0.15,color='red')\n",
    "      plt.plot(param_range,test_mean,color='green',linestyle='--',marker='s',markersize=5,label='validation accuracy')\n",
    "      plt.fill_between(param_range,test_mean+test_std,test_mean-test_std,alpha=0.15,color='green')\n",
    "      plt.grid()\n",
    "      plt.xlabel('Parameter C')\n",
    "      plt.ylabel('Accuracy')\n",
    "      plt.legend(loc='lower right')\n",
    "      plt.ylim([0,1])\n",
    "      plt.savefig('E://Validation_Curve.jpg',dpi=300)\n",
    "      plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "title = \"Validation Curves (SVR('rbf'))\"\n",
    "param_name = 'C'\n",
    "param_range = [0.1,0.2,0.3,0.4,0.5,0.6,0.7,0.8,0.9,1.0,1.1,1.2,1.3,1.4,1.5,1.6,1.7,1.8,1.9,2.0]\n",
    "plot_validation_curve(svr_rbf,title,X_train,y_train,param_name,param_range,cv=10,n_jobs=-1)"
   ]
  }
 ],
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